Fractional Skipping: Towards Finer-Grained Dynamic CNN Inference

Fractional Skipping: Towards Finer-Grained Dynamic CNN Inference

3 January 2020

Yue Wang

Papers citing "Fractional Skipping: Towards Finer-Grained Dynamic CNN Inference"

12 / 12 papers shown

Title
I3D: Transformer architectures with input-dependent dynamic depth for speech recognition Yifan Peng Jaesong Lee Shinji Watanabe 24 19 0 14 Mar 2023
Towards Inference Efficient Deep Ensemble Learning Ziyue Li Kan Ren Yifan Yang Xinyang Jiang Yuqing Yang Dongsheng Li BDL 21 12 0 29 Jan 2023
Pruning Early Exit Networks Alperen Görmez Erdem Koyuncu 18 5 0 08 Jul 2022
DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural Networks Y. Fu Haichuan Yang Jiayi Yuan Meng Li Cheng Wan Raghuraman Krishnamoorthi Vikas Chandra Yingyan Lin 28 18 0 02 Jun 2022
A Closer Look at Branch Classifiers of Multi-exit Architectures Shaohui Lin Bo Ji Rongrong Ji Angela Yao 12 4 0 28 Apr 2022
IntraQ: Learning Synthetic Images with Intra-Class Heterogeneity for Zero-Shot Network Quantization Yunshan Zhong Mingbao Lin Gongrui Nan Jianzhuang Liu Baochang Zhang Yonghong Tian Rongrong Ji MQ 40 71 0 17 Nov 2021
DAdaQuant: Doubly-adaptive quantization for communication-efficient Federated Learning Robert Hönig Yiren Zhao Robert D. Mullins FedML 104 53 0 31 Oct 2021
"BNN - BN = ?": Training Binary Neural Networks without Batch Normalization Tianlong Chen Zhenyu (Allen) Zhang Xu Ouyang Zechun Liu Zhiqiang Shen Zhangyang Wang MQ 33 36 0 16 Apr 2021
HW-NAS-Bench:Hardware-Aware Neural Architecture Search Benchmark Chaojian Li Zhongzhi Yu Yonggan Fu Yongan Zhang Yang Katie Zhao Haoran You Qixuan Yu Yue Wang Yingyan Lin 36 105 0 19 Mar 2021
FracTrain: Fractionally Squeezing Bit Savings Both Temporally and Spatially for Efficient DNN Training Y. Fu Haoran You Yang Katie Zhao Yue Wang Chaojian Li K. Gopalakrishnan Zhangyang Wang Yingyan Lin MQ 30 32 0 24 Dec 2020
DNN-Chip Predictor: An Analytical Performance Predictor for DNN Accelerators with Various Dataflows and Hardware Architectures Yang Katie Zhao Chaojian Li Yue Wang Pengfei Xu Yongan Zhang Yingyan Lin 9 41 0 26 Feb 2020
AutoDNNchip: An Automated DNN Chip Predictor and Builder for Both FPGAs and ASICs Pengfei Xu Xiaofan Zhang Cong Hao Yang Katie Zhao Yongan Zhang Yue Wang Chaojian Li Zetong Guan Deming Chen Yingyan Lin 23 88 0 06 Jan 2020